Files
crewAI/tests/agents/test_crew_agent_parser.py
Bowen Liang 0b0f2d30ab sort imports with isort rules by ruff linter (#1730)
* sort imports

* update

---------

Co-authored-by: Brandon Hancock (bhancock_ai) <109994880+bhancockio@users.noreply.github.com>
Co-authored-by: Eduardo Chiarotti <dudumelgaco@hotmail.com>
2024-12-11 10:46:53 -05:00

381 lines
16 KiB
Python

import pytest
from crewai.agents.crew_agent_executor import (
AgentAction,
AgentFinish,
OutputParserException,
)
from crewai.agents.parser import CrewAgentParser
@pytest.fixture
def parser():
agent = MockAgent()
p = CrewAgentParser(agent)
return p
def test_valid_action_parsing_special_characters(parser):
text = "Thought: Let's find the temperature\nAction: search\nAction Input: what's the temperature in SF?"
result = parser.parse(text)
assert isinstance(result, AgentAction)
assert result.tool == "search"
assert result.tool_input == "what's the temperature in SF?"
def test_valid_action_parsing_with_json_tool_input(parser):
text = """
Thought: Let's find the information
Action: query
Action Input: ** {"task": "What are some common challenges or barriers that you have observed or experienced when implementing AI-powered solutions in healthcare settings?", "context": "As we've discussed recent advancements in AI applications in healthcare, it's crucial to acknowledge the potential hurdles. Some possible obstacles include...", "coworker": "Senior Researcher"}
"""
result = parser.parse(text)
assert isinstance(result, AgentAction)
expected_tool_input = '{"task": "What are some common challenges or barriers that you have observed or experienced when implementing AI-powered solutions in healthcare settings?", "context": "As we\'ve discussed recent advancements in AI applications in healthcare, it\'s crucial to acknowledge the potential hurdles. Some possible obstacles include...", "coworker": "Senior Researcher"}'
assert result.tool == "query"
assert result.tool_input == expected_tool_input
def test_valid_action_parsing_with_quotes(parser):
text = 'Thought: Let\'s find the temperature\nAction: search\nAction Input: "temperature in SF"'
result = parser.parse(text)
assert isinstance(result, AgentAction)
assert result.tool == "search"
assert result.tool_input == "temperature in SF"
def test_valid_action_parsing_with_curly_braces(parser):
text = "Thought: Let's find the temperature\nAction: search\nAction Input: {temperature in SF}"
result = parser.parse(text)
assert isinstance(result, AgentAction)
assert result.tool == "search"
assert result.tool_input == "{temperature in SF}"
def test_valid_action_parsing_with_angle_brackets(parser):
text = "Thought: Let's find the temperature\nAction: search\nAction Input: <temperature in SF>"
result = parser.parse(text)
assert isinstance(result, AgentAction)
assert result.tool == "search"
assert result.tool_input == "<temperature in SF>"
def test_valid_action_parsing_with_parentheses(parser):
text = "Thought: Let's find the temperature\nAction: search\nAction Input: (temperature in SF)"
result = parser.parse(text)
assert isinstance(result, AgentAction)
assert result.tool == "search"
assert result.tool_input == "(temperature in SF)"
def test_valid_action_parsing_with_mixed_brackets(parser):
text = "Thought: Let's find the temperature\nAction: search\nAction Input: [temperature in {SF}]"
result = parser.parse(text)
assert isinstance(result, AgentAction)
assert result.tool == "search"
assert result.tool_input == "[temperature in {SF}]"
def test_valid_action_parsing_with_nested_quotes(parser):
text = "Thought: Let's find the temperature\nAction: search\nAction Input: \"what's the temperature in 'SF'?\""
result = parser.parse(text)
assert isinstance(result, AgentAction)
assert result.tool == "search"
assert result.tool_input == "what's the temperature in 'SF'?"
def test_valid_action_parsing_with_incomplete_json(parser):
text = 'Thought: Let\'s find the temperature\nAction: search\nAction Input: {"query": "temperature in SF"'
result = parser.parse(text)
assert isinstance(result, AgentAction)
assert result.tool == "search"
assert result.tool_input == '{"query": "temperature in SF"}'
def test_valid_action_parsing_with_special_characters(parser):
text = "Thought: Let's find the temperature\nAction: search\nAction Input: what is the temperature in SF? @$%^&*"
result = parser.parse(text)
assert isinstance(result, AgentAction)
assert result.tool == "search"
assert result.tool_input == "what is the temperature in SF? @$%^&*"
def test_valid_action_parsing_with_combination(parser):
text = 'Thought: Let\'s find the temperature\nAction: search\nAction Input: "[what is the temperature in SF?]"'
result = parser.parse(text)
assert isinstance(result, AgentAction)
assert result.tool == "search"
assert result.tool_input == "[what is the temperature in SF?]"
def test_valid_action_parsing_with_mixed_quotes(parser):
text = "Thought: Let's find the temperature\nAction: search\nAction Input: \"what's the temperature in SF?\""
result = parser.parse(text)
assert isinstance(result, AgentAction)
assert result.tool == "search"
assert result.tool_input == "what's the temperature in SF?"
def test_valid_action_parsing_with_newlines(parser):
text = "Thought: Let's find the temperature\nAction: search\nAction Input: what is\nthe temperature in SF?"
result = parser.parse(text)
assert isinstance(result, AgentAction)
assert result.tool == "search"
assert result.tool_input == "what is\nthe temperature in SF?"
def test_valid_action_parsing_with_escaped_characters(parser):
text = "Thought: Let's find the temperature\nAction: search\nAction Input: what is the temperature in SF? \\n"
result = parser.parse(text)
assert isinstance(result, AgentAction)
assert result.tool == "search"
assert result.tool_input == "what is the temperature in SF? \\n"
def test_valid_action_parsing_with_json_string(parser):
text = 'Thought: Let\'s find the temperature\nAction: search\nAction Input: {"query": "temperature in SF"}'
result = parser.parse(text)
assert isinstance(result, AgentAction)
assert result.tool == "search"
assert result.tool_input == '{"query": "temperature in SF"}'
def test_valid_action_parsing_with_unbalanced_quotes(parser):
text = "Thought: Let's find the temperature\nAction: search\nAction Input: \"what is the temperature in SF?"
result = parser.parse(text)
assert isinstance(result, AgentAction)
assert result.tool == "search"
assert result.tool_input == "what is the temperature in SF?"
def test_clean_action_no_formatting(parser):
action = "Ask question to senior researcher"
cleaned_action = parser._clean_action(action)
assert cleaned_action == "Ask question to senior researcher"
def test_clean_action_with_leading_asterisks(parser):
action = "** Ask question to senior researcher"
cleaned_action = parser._clean_action(action)
assert cleaned_action == "Ask question to senior researcher"
def test_clean_action_with_trailing_asterisks(parser):
action = "Ask question to senior researcher **"
cleaned_action = parser._clean_action(action)
assert cleaned_action == "Ask question to senior researcher"
def test_clean_action_with_leading_and_trailing_asterisks(parser):
action = "** Ask question to senior researcher **"
cleaned_action = parser._clean_action(action)
assert cleaned_action == "Ask question to senior researcher"
def test_clean_action_with_multiple_leading_asterisks(parser):
action = "**** Ask question to senior researcher"
cleaned_action = parser._clean_action(action)
assert cleaned_action == "Ask question to senior researcher"
def test_clean_action_with_multiple_trailing_asterisks(parser):
action = "Ask question to senior researcher ****"
cleaned_action = parser._clean_action(action)
assert cleaned_action == "Ask question to senior researcher"
def test_clean_action_with_spaces_and_asterisks(parser):
action = " ** Ask question to senior researcher ** "
cleaned_action = parser._clean_action(action)
assert cleaned_action == "Ask question to senior researcher"
def test_clean_action_with_only_asterisks(parser):
action = "****"
cleaned_action = parser._clean_action(action)
assert cleaned_action == ""
def test_clean_action_with_empty_string(parser):
action = ""
cleaned_action = parser._clean_action(action)
assert cleaned_action == ""
def test_valid_final_answer_parsing(parser):
text = (
"Thought: I found the information\nFinal Answer: The temperature is 100 degrees"
)
result = parser.parse(text)
assert isinstance(result, AgentFinish)
assert result.output == "The temperature is 100 degrees"
def test_missing_action_error(parser):
text = "Thought: Let's find the temperature\nAction Input: what is the temperature in SF?"
with pytest.raises(OutputParserException) as exc_info:
parser.parse(text)
assert "Invalid Format: I missed the 'Action:' after 'Thought:'." in str(
exc_info.value
)
def test_missing_action_input_error(parser):
text = "Thought: Let's find the temperature\nAction: search"
with pytest.raises(OutputParserException) as exc_info:
parser.parse(text)
assert "I missed the 'Action Input:' after 'Action:'." in str(exc_info.value)
def test_action_and_final_answer_error(parser):
text = "Thought: I found the information\nAction: search\nAction Input: what is the temperature in SF?\nFinal Answer: The temperature is 100 degrees"
with pytest.raises(OutputParserException) as exc_info:
parser.parse(text)
assert "both perform Action and give a Final Answer" in str(exc_info.value)
def test_safe_repair_json(parser):
invalid_json = '{"task": "Research XAI", "context": "Explainable AI", "coworker": Senior Researcher'
expected_repaired_json = '{"task": "Research XAI", "context": "Explainable AI", "coworker": "Senior Researcher"}'
result = parser._safe_repair_json(invalid_json)
assert result == expected_repaired_json
def test_safe_repair_json_unrepairable(parser):
invalid_json = "{invalid_json"
result = parser._safe_repair_json(invalid_json)
assert result == invalid_json # Should return the original if unrepairable
def test_safe_repair_json_missing_quotes(parser):
invalid_json = (
'{task: "Research XAI", context: "Explainable AI", coworker: Senior Researcher}'
)
expected_repaired_json = '{"task": "Research XAI", "context": "Explainable AI", "coworker": "Senior Researcher"}'
result = parser._safe_repair_json(invalid_json)
assert result == expected_repaired_json
def test_safe_repair_json_unclosed_brackets(parser):
invalid_json = '{"task": "Research XAI", "context": "Explainable AI", "coworker": "Senior Researcher"'
expected_repaired_json = '{"task": "Research XAI", "context": "Explainable AI", "coworker": "Senior Researcher"}'
result = parser._safe_repair_json(invalid_json)
assert result == expected_repaired_json
def test_safe_repair_json_extra_commas(parser):
invalid_json = '{"task": "Research XAI", "context": "Explainable AI", "coworker": "Senior Researcher",}'
expected_repaired_json = '{"task": "Research XAI", "context": "Explainable AI", "coworker": "Senior Researcher"}'
result = parser._safe_repair_json(invalid_json)
assert result == expected_repaired_json
def test_safe_repair_json_trailing_commas(parser):
invalid_json = '{"task": "Research XAI", "context": "Explainable AI", "coworker": "Senior Researcher",}'
expected_repaired_json = '{"task": "Research XAI", "context": "Explainable AI", "coworker": "Senior Researcher"}'
result = parser._safe_repair_json(invalid_json)
assert result == expected_repaired_json
def test_safe_repair_json_single_quotes(parser):
invalid_json = "{'task': 'Research XAI', 'context': 'Explainable AI', 'coworker': 'Senior Researcher'}"
expected_repaired_json = '{"task": "Research XAI", "context": "Explainable AI", "coworker": "Senior Researcher"}'
result = parser._safe_repair_json(invalid_json)
assert result == expected_repaired_json
def test_safe_repair_json_mixed_quotes(parser):
invalid_json = "{'task': \"Research XAI\", 'context': \"Explainable AI\", 'coworker': 'Senior Researcher'}"
expected_repaired_json = '{"task": "Research XAI", "context": "Explainable AI", "coworker": "Senior Researcher"}'
result = parser._safe_repair_json(invalid_json)
assert result == expected_repaired_json
def test_safe_repair_json_unescaped_characters(parser):
invalid_json = '{"task": "Research XAI", "context": "Explainable AI", "coworker": "Senior Researcher\n"}'
expected_repaired_json = '{"task": "Research XAI", "context": "Explainable AI", "coworker": "Senior Researcher"}'
result = parser._safe_repair_json(invalid_json)
assert result == expected_repaired_json
def test_safe_repair_json_missing_colon(parser):
invalid_json = '{"task" "Research XAI", "context": "Explainable AI", "coworker": "Senior Researcher"}'
expected_repaired_json = '{"task": "Research XAI", "context": "Explainable AI", "coworker": "Senior Researcher"}'
result = parser._safe_repair_json(invalid_json)
assert result == expected_repaired_json
def test_safe_repair_json_missing_comma(parser):
invalid_json = '{"task": "Research XAI" "context": "Explainable AI", "coworker": "Senior Researcher"}'
expected_repaired_json = '{"task": "Research XAI", "context": "Explainable AI", "coworker": "Senior Researcher"}'
result = parser._safe_repair_json(invalid_json)
assert result == expected_repaired_json
def test_safe_repair_json_unexpected_trailing_characters(parser):
invalid_json = '{"task": "Research XAI", "context": "Explainable AI", "coworker": "Senior Researcher"} random text'
expected_repaired_json = '{"task": "Research XAI", "context": "Explainable AI", "coworker": "Senior Researcher"}'
result = parser._safe_repair_json(invalid_json)
assert result == expected_repaired_json
def test_safe_repair_json_special_characters_key(parser):
invalid_json = '{"task!@#": "Research XAI", "context$%^": "Explainable AI", "coworker&*()": "Senior Researcher"}'
expected_repaired_json = '{"task!@#": "Research XAI", "context$%^": "Explainable AI", "coworker&*()": "Senior Researcher"}'
result = parser._safe_repair_json(invalid_json)
assert result == expected_repaired_json
def test_parsing_with_whitespace(parser):
text = " Thought: Let's find the temperature \n Action: search \n Action Input: what is the temperature in SF? "
result = parser.parse(text)
assert isinstance(result, AgentAction)
assert result.tool == "search"
assert result.tool_input == "what is the temperature in SF?"
def test_parsing_with_special_characters(parser):
text = 'Thought: Let\'s find the temperature\nAction: search\nAction Input: "what is the temperature in SF?"'
result = parser.parse(text)
assert isinstance(result, AgentAction)
assert result.tool == "search"
assert result.tool_input == "what is the temperature in SF?"
def test_integration_valid_and_invalid(parser):
text = """
Thought: Let's find the temperature
Action: search
Action Input: what is the temperature in SF?
Thought: I found the information
Final Answer: The temperature is 100 degrees
Thought: Missing action
Action Input: invalid
Thought: Missing action input
Action: invalid
"""
parts = text.strip().split("\n\n")
results = []
for part in parts:
try:
result = parser.parse(part.strip())
results.append(result)
except OutputParserException as e:
results.append(e)
assert isinstance(results[0], AgentAction)
assert isinstance(results[1], AgentFinish)
assert isinstance(results[2], OutputParserException)
assert isinstance(results[3], OutputParserException)
class MockAgent:
def increment_formatting_errors(self):
pass
# TODO: ADD TEST TO MAKE SURE ** REMOVAL DOESN'T MESS UP ANYTHING